EDA Profiling Report

Dataset statistics

Number of variables	20
Number of observations	3333
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	675.9 KiB
Average record size in memory	207.6 B

Variable types

Categorical	3
Numeric	15
Boolean	2

Alerts

`State` has a high cardinality: 51 distinct values	High cardinality
`Voicemailplan` is highly correlated with `Numbervmailmessages`	High correlation
`Numbervmailmessages` is highly correlated with `Voicemailplan`	High correlation
`Totaldayminutes` is highly correlated with `Totaldaycharge`	High correlation
`Totaldaycharge` is highly correlated with `Totaldayminutes`	High correlation
`Totaleveminutes` is highly correlated with `Totalevecharge`	High correlation
`Totalevecharge` is highly correlated with `Totaleveminutes`	High correlation
`Totalnightminutes` is highly correlated with `Totalnightcharge`	High correlation
`Totalnightcharge` is highly correlated with `Totalnightminutes`	High correlation
`Totalintlminutes` is highly correlated with `Totalintlcharge`	High correlation
`Totalintlcharge` is highly correlated with `Totalintlminutes`	High correlation
`Numbervmailmessages` has 2411 (72.3%) zeros	Zeros
`Customerservicecalls` has 697 (20.9%) zeros	Zeros

Reproduction

Analysis started	2022-04-24 13:48:45.308702
Analysis finished	2022-04-24 13:49:18.955483
Duration	33.65 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

State
Categorical

HIGH CARDINALITY

Distinct	51
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	181.1 KiB

WV	106
MN	84
NY	83
AL	80
WI	78
Other values (46)	2902

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	6666
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	KS
2nd row	OH
3rd row	NJ
4th row	OH
5th row	OK

Common Values

Value	Count	Frequency (%)
WV	106	3.2%
MN	84	2.5%
NY	83	2.5%
AL	80	2.4%
WI	78	2.3%
OH	78	2.3%
OR	78	2.3%
WY	77	2.3%
VA	77	2.3%
CT	74	2.2%
Other values (41)	2518	75.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
wv	106	3.2%
mn	84	2.5%
ny	83	2.5%
al	80	2.4%
wi	78	2.3%
oh	78	2.3%
or	78	2.3%
wy	77	2.3%
va	77	2.3%
ct	74	2.2%
Other values (41)	2518	75.5%

Most occurring characters

Value	Count	Frequency (%)
N	734	11.0%
A	687	10.3%
M	612	9.2%
I	515	7.7%
T	412	6.2%
D	380	5.7%
C	356	5.3%
O	346	5.2%
W	327	4.9%
V	322	4.8%
Other values (14)	1975	29.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	6666	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	734	11.0%
A	687	10.3%
M	612	9.2%
I	515	7.7%
T	412	6.2%
D	380	5.7%
C	356	5.3%
O	346	5.2%
W	327	4.9%
V	322	4.8%
Other values (14)	1975	29.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6666	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	734	11.0%
A	687	10.3%
M	612	9.2%
I	515	7.7%
T	412	6.2%
D	380	5.7%
C	356	5.3%
O	346	5.2%
W	327	4.9%
V	322	4.8%
Other values (14)	1975	29.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6666	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	734	11.0%
A	687	10.3%
M	612	9.2%
I	515	7.7%
T	412	6.2%
D	380	5.7%
C	356	5.3%
O	346	5.2%
W	327	4.9%
V	322	4.8%
Other values (14)	1975	29.6%

Accountlength
Real number (ℝ_≥0)

Distinct	212
Distinct (%)	6.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	101.0648065

Minimum	1
Maximum	243
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	181.1 KiB

Quantile statistics

Minimum	1
5-th percentile	35
Q1	74
median	101
Q3	127
95-th percentile	167
Maximum	243
Range	242
Interquartile range (IQR)	53

Descriptive statistics

Standard deviation	39.82210593
Coefficient of variation (CV)	0.3940254508
Kurtosis	-0.1078359806
Mean	101.0648065
Median Absolute Deviation (MAD)	27
Skewness	0.09660629423
Sum	336849
Variance	1585.800121
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	43	1.3%
87	42	1.3%
101	40	1.2%
93	40	1.2%
90	39	1.2%
95	38	1.1%
86	38	1.1%
100	37	1.1%
116	37	1.1%
112	36	1.1%
Other values (202)	2943	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	8	0.2%
2	1	< 0.1%
3	5	0.2%
4	1	< 0.1%
5	1	< 0.1%
6	2	0.1%
7	2	0.1%
8	1	< 0.1%
9	3	0.1%
10	3	0.1%

Value	Count	Frequency (%)
243	1	< 0.1%
232	1	< 0.1%
225	2	0.1%
224	2	0.1%
221	1	< 0.1%
217	2	0.1%
215	1	< 0.1%
212	2	0.1%
210	2	0.1%
209	3	0.1%

Areacode
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	181.1 KiB

415	1655
510	840
408	838

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	9999
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	415
2nd row	415
3rd row	415
4th row	408
5th row	415

Common Values

Value	Count	Frequency (%)
415	1655	49.7%
510	840	25.2%
408	838	25.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
415	1655	49.7%
510	840	25.2%
408	838	25.1%

Most occurring characters

Value	Count	Frequency (%)
1	2495	25.0%
5	2495	25.0%
4	2493	24.9%
0	1678	16.8%
8	838	8.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	9999	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	2495	25.0%
5	2495	25.0%
4	2493	24.9%
0	1678	16.8%
8	838	8.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	9999	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	2495	25.0%
5	2495	25.0%
4	2493	24.9%
0	1678	16.8%
8	838	8.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9999	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	2495	25.0%
5	2495	25.0%
4	2493	24.9%
0	1678	16.8%
8	838	8.4%

Internationalplan
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	158.3 KiB

False	3010
True	323

Common Values
Chart

Value	Count	Frequency (%)
False	3010	90.3%
True	323	9.7%

Voicemailplan
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	158.3 KiB

False	2411
True	922

Common Values
Chart

Value	Count	Frequency (%)
False	2411	72.3%
True	922	27.7%

Numbervmailmessages
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	46
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.099009901

Minimum	0
Maximum	51
Zeros	2411
Zeros (%)	72.3%
Negative	0
Negative (%)	0.0%
Memory size	181.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	20
95-th percentile	36
Maximum	51
Range	51
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	13.68836537
Coefficient of variation (CV)	1.690128243
Kurtosis	-0.05112853879
Mean	8.099009901
Median Absolute Deviation (MAD)	0
Skewness	1.264823634
Sum	26994
Variance	187.3713466
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0	2411	72.3%
31	60	1.8%
29	53	1.6%
28	51	1.5%
33	46	1.4%
27	44	1.3%
30	44	1.3%
24	42	1.3%
26	41	1.2%
32	41	1.2%
Other values (36)	500	15.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2411	72.3%
4	1	< 0.1%
8	2	0.1%
9	2	0.1%
10	1	< 0.1%
11	2	0.1%
12	6	0.2%
13	4	0.1%
14	7	0.2%
15	9	0.3%

Value	Count	Frequency (%)
51	1	< 0.1%
50	2	0.1%
49	1	< 0.1%
48	2	0.1%
47	3	0.1%
46	4	0.1%
45	6	0.2%
44	7	0.2%
43	9	0.3%
42	15	0.5%

Totaldayminutes
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1667
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	179.7750975

Minimum	0
Maximum	350.8
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	181.1 KiB

Quantile statistics

Minimum	0
5-th percentile	89.92
Q1	143.7
median	179.4
Q3	216.4
95-th percentile	270.74
Maximum	350.8
Range	350.8
Interquartile range (IQR)	72.7

Descriptive statistics

Standard deviation	54.4673892
Coefficient of variation (CV)	0.3029751615
Kurtosis	-0.01994037885
Mean	179.7750975
Median Absolute Deviation (MAD)	36.3
Skewness	-0.02907706714
Sum	599190.4
Variance	2966.696487
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
154	8	0.2%
159.5	8	0.2%
174.5	8	0.2%
183.4	7	0.2%
175.4	7	0.2%
162.3	7	0.2%
178.7	6	0.2%
194.8	6	0.2%
189.3	6	0.2%
146.3	6	0.2%
Other values (1657)	3264	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.1%
2.6	1	< 0.1%
7.8	1	< 0.1%
7.9	1	< 0.1%
12.5	1	< 0.1%
17.6	1	< 0.1%
18.9	1	< 0.1%
19.5	1	< 0.1%
25.9	1	< 0.1%
27	1	< 0.1%

Value	Count	Frequency (%)
350.8	1	< 0.1%
346.8	1	< 0.1%
345.3	1	< 0.1%
337.4	1	< 0.1%
335.5	1	< 0.1%
334.3	1	< 0.1%
332.9	1	< 0.1%
329.8	1	< 0.1%
328.1	1	< 0.1%
326.5	1	< 0.1%

Totaldaycalls
Real number (ℝ_≥0)

Distinct	119
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.4356436

Minimum	0
Maximum	165
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	181.1 KiB

Quantile statistics

Minimum	0
5-th percentile	67
Q1	87
median	101
Q3	114
95-th percentile	133
Maximum	165
Range	165
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	20.06908421
Coefficient of variation (CV)	0.1998203376
Kurtosis	0.2431815246
Mean	100.4356436
Median Absolute Deviation (MAD)	13
Skewness	-0.111786639
Sum	334752
Variance	402.7681409
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
102	78	2.3%
105	75	2.3%
95	69	2.1%
107	69	2.1%
104	68	2.0%
108	67	2.0%
97	67	2.0%
106	66	2.0%
112	66	2.0%
110	66	2.0%
Other values (109)	2642	79.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.1%
30	1	< 0.1%
35	1	< 0.1%
36	1	< 0.1%
40	2	0.1%
42	2	0.1%
44	3	0.1%
45	3	0.1%
47	2	0.1%
48	3	0.1%

Value	Count	Frequency (%)
165	1	< 0.1%
163	1	< 0.1%
160	1	< 0.1%
158	3	0.1%
157	1	< 0.1%
156	1	< 0.1%
152	1	< 0.1%
151	5	0.2%
150	6	0.2%
149	1	< 0.1%

Totaldaycharge
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1667
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.56230723

Minimum	0
Maximum	59.64
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	181.1 KiB

Quantile statistics

Minimum	0
5-th percentile	15.288
Q1	24.43
median	30.5
Q3	36.79
95-th percentile	46.028
Maximum	59.64
Range	59.64
Interquartile range (IQR)	12.36

Descriptive statistics

Standard deviation	9.259434554
Coefficient of variation (CV)	0.3029690947
Kurtosis	-0.01981178724
Mean	30.56230723
Median Absolute Deviation (MAD)	6.17
Skewness	-0.02908326834
Sum	101864.17
Variance	85.73712826
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.18	8	0.2%
27.12	8	0.2%
29.67	8	0.2%
31.18	7	0.2%
29.82	7	0.2%
27.59	7	0.2%
30.38	6	0.2%
33.12	6	0.2%
32.18	6	0.2%
24.87	6	0.2%
Other values (1657)	3264	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.1%
0.44	1	< 0.1%
1.33	1	< 0.1%
1.34	1	< 0.1%
2.13	1	< 0.1%
2.99	1	< 0.1%
3.21	1	< 0.1%
3.32	1	< 0.1%
4.4	1	< 0.1%
4.59	1	< 0.1%

Value	Count	Frequency (%)
59.64	1	< 0.1%
58.96	1	< 0.1%
58.7	1	< 0.1%
57.36	1	< 0.1%
57.04	1	< 0.1%
56.83	1	< 0.1%
56.59	1	< 0.1%
56.07	1	< 0.1%
55.78	1	< 0.1%
55.51	1	< 0.1%

Totaleveminutes
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1611
Distinct (%)	48.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200.980348

Minimum	0
Maximum	363.7
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	181.1 KiB

Quantile statistics

Minimum	0
5-th percentile	118.8
Q1	166.6
median	201.4
Q3	235.3
95-th percentile	284.3
Maximum	363.7
Range	363.7
Interquartile range (IQR)	68.7

Descriptive statistics

Standard deviation	50.71384443
Coefficient of variation (CV)	0.2523323545
Kurtosis	0.02562975284
Mean	200.980348
Median Absolute Deviation (MAD)	34.4
Skewness	-0.02387745608
Sum	669867.5
Variance	2571.894016
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
169.9	9	0.3%
167.2	7	0.2%
180.5	7	0.2%
201	7	0.2%
161.7	7	0.2%
209.4	7	0.2%
230.9	7	0.2%
220.6	7	0.2%
195.5	7	0.2%
230	6	0.2%
Other values (1601)	3262	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
31.2	1	< 0.1%
42.2	1	< 0.1%
42.5	1	< 0.1%
43.9	1	< 0.1%
48.1	1	< 0.1%
49.2	1	< 0.1%
52.9	1	< 0.1%
56	1	< 0.1%
58.6	1	< 0.1%

Value	Count	Frequency (%)
363.7	1	< 0.1%
361.8	1	< 0.1%
354.2	1	< 0.1%
351.6	1	< 0.1%
350.9	1	< 0.1%
350.5	1	< 0.1%
348.5	1	< 0.1%
347.3	1	< 0.1%
341.3	1	< 0.1%
339.9	1	< 0.1%

Totalevecalls
Real number (ℝ_≥0)

Distinct	123
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.1143114

Minimum	0
Maximum	170
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	181.1 KiB

Quantile statistics

Minimum	0
5-th percentile	67
Q1	87
median	100
Q3	114
95-th percentile	133
Maximum	170
Range	170
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	19.92262529
Coefficient of variation (CV)	0.1989987746
Kurtosis	0.206156468
Mean	100.1143114
Median Absolute Deviation (MAD)	13
Skewness	-0.05556313904
Sum	333681
Variance	396.9109986
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	80	2.4%
94	79	2.4%
108	71	2.1%
102	70	2.1%
97	70	2.1%
88	69	2.1%
101	68	2.0%
109	67	2.0%
98	66	2.0%
111	65	2.0%
Other values (113)	2628	78.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
12	1	< 0.1%
36	1	< 0.1%
37	1	< 0.1%
42	1	< 0.1%
43	1	< 0.1%
44	1	< 0.1%
45	1	< 0.1%
46	3	0.1%
48	6	0.2%

Value	Count	Frequency (%)
170	1	< 0.1%
168	1	< 0.1%
164	1	< 0.1%
159	1	< 0.1%
157	1	< 0.1%
156	1	< 0.1%
155	3	0.1%
154	2	0.1%
153	1	< 0.1%
152	6	0.2%

Totalevecharge
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1440
Distinct (%)	43.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.08354035

Minimum	0
Maximum	30.91
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	181.1 KiB

Quantile statistics

Minimum	0
5-th percentile	10.1
Q1	14.16
median	17.12
Q3	20
95-th percentile	24.17
Maximum	30.91
Range	30.91
Interquartile range (IQR)	5.84

Descriptive statistics

Standard deviation	4.310667643
Coefficient of variation (CV)	0.2523287067
Kurtosis	0.02548740481
Mean	17.08354035
Median Absolute Deviation (MAD)	2.92
Skewness	-0.02385798901
Sum	56939.44
Variance	18.58185553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.25	11	0.3%
16.12	11	0.3%
15.9	10	0.3%
17.09	9	0.3%
18.62	9	0.3%
17.99	9	0.3%
14.44	9	0.3%
18.96	8	0.2%
16.35	8	0.2%
16.97	8	0.2%
Other values (1430)	3241	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
2.65	1	< 0.1%
3.59	1	< 0.1%
3.61	1	< 0.1%
3.73	1	< 0.1%
4.09	1	< 0.1%
4.18	1	< 0.1%
4.5	1	< 0.1%
4.76	1	< 0.1%
4.98	1	< 0.1%

Value	Count	Frequency (%)
30.91	1	< 0.1%
30.75	1	< 0.1%
30.11	1	< 0.1%
29.89	1	< 0.1%
29.83	1	< 0.1%
29.79	1	< 0.1%
29.62	1	< 0.1%
29.52	1	< 0.1%
29.01	1	< 0.1%
28.89	1	< 0.1%

Totalnightminutes
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1591
Distinct (%)	47.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200.8720372

Minimum	23.2
Maximum	395
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	181.1 KiB

Quantile statistics

Minimum	23.2
5-th percentile	118.18
Q1	167
median	201.2
Q3	235.3
95-th percentile	282.84
Maximum	395
Range	371.8
Interquartile range (IQR)	68.3

Descriptive statistics

Standard deviation	50.57384701
Coefficient of variation (CV)	0.2517714646
Kurtosis	0.08581607799
Mean	200.8720372
Median Absolute Deviation (MAD)	34.2
Skewness	0.008921291065
Sum	669506.5
Variance	2557.714002
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
191.4	8	0.2%
210	8	0.2%
188.2	8	0.2%
197.4	8	0.2%
214.6	8	0.2%
193.6	7	0.2%
206.1	7	0.2%
194.3	7	0.2%
214.7	7	0.2%
231.5	7	0.2%
Other values (1581)	3258	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.2	1	< 0.1%
43.7	1	< 0.1%
45	1	< 0.1%
47.4	1	< 0.1%
50.1	2	0.1%
53.3	1	< 0.1%
54	1	< 0.1%
54.5	1	< 0.1%
56.6	1	< 0.1%
57.5	1	< 0.1%

Value	Count	Frequency (%)
395	1	< 0.1%
381.9	1	< 0.1%
377.5	1	< 0.1%
367.7	1	< 0.1%
364.9	1	< 0.1%
364.3	1	< 0.1%
354.9	1	< 0.1%
352.5	1	< 0.1%
352.2	1	< 0.1%
350.2	1	< 0.1%

Totalnightcalls
Real number (ℝ_≥0)

Distinct	120
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.1077108

Minimum	33
Maximum	175
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	181.1 KiB

Quantile statistics

Minimum	33
5-th percentile	68
Q1	87
median	100
Q3	113
95-th percentile	132
Maximum	175
Range	142
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	19.56860935
Coefficient of variation (CV)	0.1954755452
Kurtosis	-0.07201957894
Mean	100.1077108
Median Absolute Deviation (MAD)	13
Skewness	0.03249957015
Sum	333659
Variance	382.9304717
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	84	2.5%
104	78	2.3%
91	76	2.3%
102	72	2.2%
100	69	2.1%
106	69	2.1%
98	67	2.0%
94	66	2.0%
103	65	2.0%
95	64	1.9%
Other values (110)	2623	78.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33	1	< 0.1%
36	1	< 0.1%
38	1	< 0.1%
42	2	0.1%
44	1	< 0.1%
46	1	< 0.1%
48	1	< 0.1%
49	2	0.1%
50	2	0.1%
51	2	0.1%

Value	Count	Frequency (%)
175	1	< 0.1%
166	1	< 0.1%
164	1	< 0.1%
158	1	< 0.1%
157	2	0.1%
156	2	0.1%
155	2	0.1%
154	2	0.1%
153	3	0.1%
152	3	0.1%

Totalnightcharge
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	933
Distinct (%)	28.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.039324932

Minimum	1.04
Maximum	17.77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	181.1 KiB

Quantile statistics

Minimum	1.04
5-th percentile	5.316
Q1	7.52
median	9.05
Q3	10.59
95-th percentile	12.73
Maximum	17.77
Range	16.73
Interquartile range (IQR)	3.07

Descriptive statistics

Standard deviation	2.275872838
Coefficient of variation (CV)	0.2517746463
Kurtosis	0.08566317984
Mean	9.039324932
Median Absolute Deviation (MAD)	1.54
Skewness	0.008886236769
Sum	30128.07
Variance	5.179597173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.66	15	0.5%
9.45	15	0.5%
8.47	14	0.4%
8.88	14	0.4%
7.69	13	0.4%
8.64	12	0.4%
10.8	11	0.3%
10.49	11	0.3%
10.35	11	0.3%
8.57	11	0.3%
Other values (923)	3206	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.04	1	< 0.1%
1.97	1	< 0.1%
2.03	1	< 0.1%
2.13	1	< 0.1%
2.25	2	0.1%
2.4	1	< 0.1%
2.43	1	< 0.1%
2.45	1	< 0.1%
2.55	1	< 0.1%
2.59	1	< 0.1%

Value	Count	Frequency (%)
17.77	1	< 0.1%
17.19	1	< 0.1%
16.99	1	< 0.1%
16.55	1	< 0.1%
16.42	1	< 0.1%
16.39	1	< 0.1%
15.97	1	< 0.1%
15.86	1	< 0.1%
15.85	1	< 0.1%
15.76	1	< 0.1%

Totalintlminutes
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	162
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.23729373

Minimum	0
Maximum	20
Zeros	18
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	181.1 KiB

Quantile statistics

Minimum	0
5-th percentile	5.7
Q1	8.5
median	10.3
Q3	12.1
95-th percentile	14.7
Maximum	20
Range	20
Interquartile range (IQR)	3.6

Descriptive statistics

Standard deviation	2.791839548
Coefficient of variation (CV)	0.2727126546
Kurtosis	0.6091847602
Mean	10.23729373
Median Absolute Deviation (MAD)	1.8
Skewness	-0.2451359395
Sum	34120.9
Variance	7.794368064
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	62	1.9%
11.3	59	1.8%
9.8	56	1.7%
10.9	56	1.7%
10.1	53	1.6%
10.6	53	1.6%
10.2	53	1.6%
11	52	1.6%
11.1	52	1.6%
9.7	51	1.5%
Other values (152)	2786	83.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	0.5%
1.1	1	< 0.1%
1.3	1	< 0.1%
2	2	0.1%
2.1	2	0.1%
2.2	1	< 0.1%
2.4	1	< 0.1%
2.5	1	< 0.1%
2.6	1	< 0.1%
2.7	1	< 0.1%

Value	Count	Frequency (%)
20	1	< 0.1%
18.9	1	< 0.1%
18.4	1	< 0.1%
18.3	1	< 0.1%
18.2	2	0.1%
18	3	0.1%
17.9	1	< 0.1%
17.8	2	0.1%
17.6	2	0.1%
17.5	3	0.1%

Totalintlcalls
Real number (ℝ_≥0)

Distinct	21
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.479447945

Minimum	0
Maximum	20
Zeros	18
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	181.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	4
Q3	6
95-th percentile	9
Maximum	20
Range	20
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.461214271
Coefficient of variation (CV)	0.5494458917
Kurtosis	3.083588982
Mean	4.479447945
Median Absolute Deviation (MAD)	1
Skewness	1.321478166
Sum	14930
Variance	6.057575686
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
3	668	20.0%
4	619	18.6%
2	489	14.7%
5	472	14.2%
6	336	10.1%
7	218	6.5%
1	160	4.8%
8	116	3.5%
9	109	3.3%
10	50	1.5%
Other values (11)	96	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	0.5%
1	160	4.8%
2	489	14.7%
3	668	20.0%
4	619	18.6%
5	472	14.2%
6	336	10.1%
7	218	6.5%
8	116	3.5%
9	109	3.3%

Value	Count	Frequency (%)
20	1	< 0.1%
19	1	< 0.1%
18	3	0.1%
17	1	< 0.1%
16	2	0.1%
15	7	0.2%
14	6	0.2%
13	14	0.4%
12	15	0.5%
11	28	0.8%

Totalintlcharge
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	162
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.764581458

Minimum	0
Maximum	5.4
Zeros	18
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	181.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1.54
Q1	2.3
median	2.78
Q3	3.27
95-th percentile	3.97
Maximum	5.4
Range	5.4
Interquartile range (IQR)	0.97

Descriptive statistics

Standard deviation	0.7537726127
Coefficient of variation (CV)	0.2726534284
Kurtosis	0.6096104298
Mean	2.764581458
Median Absolute Deviation (MAD)	0.48
Skewness	-0.2452865083
Sum	9214.35
Variance	0.5681731516
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.7	62	1.9%
3.05	59	1.8%
2.65	56	1.7%
2.94	56	1.7%
2.73	53	1.6%
2.86	53	1.6%
2.75	53	1.6%
2.97	52	1.6%
3	52	1.6%
2.62	51	1.5%
Other values (152)	2786	83.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	0.5%
0.3	1	< 0.1%
0.35	1	< 0.1%
0.54	2	0.1%
0.57	2	0.1%
0.59	1	< 0.1%
0.65	1	< 0.1%
0.68	1	< 0.1%
0.7	1	< 0.1%
0.73	1	< 0.1%

Value	Count	Frequency (%)
5.4	1	< 0.1%
5.1	1	< 0.1%
4.97	1	< 0.1%
4.94	1	< 0.1%
4.91	2	0.1%
4.86	3	0.1%
4.83	1	< 0.1%
4.81	2	0.1%
4.75	2	0.1%
4.73	3	0.1%

Customerservicecalls
Real number (ℝ_≥0)

ZEROS

Distinct	10
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.562856286

Minimum	0
Maximum	9
Zeros	697
Zeros (%)	20.9%
Negative	0
Negative (%)	0.0%
Memory size	181.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	9
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.315491045
Coefficient of variation (CV)	0.8417223368
Kurtosis	1.730913655
Mean	1.562856286
Median Absolute Deviation (MAD)	1
Skewness	1.091359482
Sum	5209
Variance	1.730516689
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	1181	35.4%
2	759	22.8%
0	697	20.9%
3	429	12.9%
4	166	5.0%
5	66	2.0%
6	22	0.7%
7	9	0.3%
9	2	0.1%
8	2	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	697	20.9%
1	1181	35.4%
2	759	22.8%
3	429	12.9%
4	166	5.0%
5	66	2.0%
6	22	0.7%
7	9	0.3%
8	2	0.1%
9	2	0.1%

Value	Count	Frequency (%)
9	2	0.1%
8	2	0.1%
7	9	0.3%
6	22	0.7%
5	66	2.0%
4	166	5.0%
3	429	12.9%
2	759	22.8%
1	1181	35.4%
0	697	20.9%

Churn
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	181.1 KiB

0	2850
1	483

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3333
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2850	85.5%
1	483	14.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	2850	85.5%
1	483	14.5%

Most occurring characters

Value	Count	Frequency (%)
0	2850	85.5%
1	483	14.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3333	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2850	85.5%
1	483	14.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	3333	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2850	85.5%
1	483	14.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3333	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2850	85.5%
1	483	14.5%

Cramér's V (φc)
Phik (φk)

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	State	Accountlength	Areacode	Internationalplan	Voicemailplan	Numbervmailmessages	Totaldayminutes	Totaldaycalls	Totaldaycharge	Totaleveminutes	Totalevecalls	Totalevecharge	Totalnightminutes	Totalnightcalls	Totalnightcharge	Totalintlminutes	Totalintlcalls	Totalintlcharge	Customerservicecalls
0	KS	128	415	No	Yes	25	265.1	110	45.07	197.4	99	16.78	244.7	91	11.01	10.0	3	2.7	1
1	OH	107	415	No	Yes	26	161.6	123	27.47	195.5	103	16.62	254.4	103	11.45	13.7	3	3.7	1
2	NJ	137	415	No	No	0	243.4	114	41.38	121.2	110	10.3	162.6	104	7.32	12.2	5	3.29	0
3	OH	84	408	Yes	No	0	299.4	71	50.9	61.9	88	5.26	196.9	89	8.86	6.6	7	1.78	2
4	OK	75	415	Yes	No	0	166.7	113	28.34	148.3	122	12.61	186.9	121	8.41	10.1	3	2.73	3
5	AL	118	510	Yes	No	0	223.4	98	37.98	220.6	101	18.75	203.9	118	9.18	6.3	6	1.7	0
6	MA	121	510	No	Yes	24	218.2	88	37.09	348.5	108	29.62	212.6	118	9.57	7.5	7	2.03	3
7	MO	147	415	Yes	No	0	157.0	79	26.69	103.1	94	8.76	211.8	96	9.53	7.1	6	1.92	0
8	LA	117	408	No	No	0	184.5	97	31.37	351.6	80	29.89	215.8	90	9.71	8.7	4	2.35	1
9	WV	141	415	Yes	Yes	37	258.6	84	43.96	222.0	111	18.87	326.4	97	14.69	11.2	5	3.02	0

Last rows

	State	Accountlength	Areacode	Internationalplan	Voicemailplan	Numbervmailmessages	Totaldayminutes	Totaldaycalls	Totaldaycharge	Totaleveminutes	Totalevecalls	Totalevecharge	Totalnightminutes	Totalnightcalls	Totalnightcharge	Totalintlminutes	Totalintlcalls	Totalintlcharge	Customerservicecalls	Churn
3323	IN	117	415	No	No	0	118.4	126	20.13	249.3	97	21.19	227.0	56	10.22	13.6	3	3.67	5	1
3324	WV	159	415	No	No	0	169.8	114	28.87	197.7	105	16.8	193.7	82	8.72	11.6	4	3.13	1	0
3325	OH	78	408	No	No	0	193.4	99	32.88	116.9	88	9.94	243.3	109	10.95	9.3	4	2.51	2	0
3326	OH	96	415	No	No	0	106.6	128	18.12	284.8	87	24.21	178.9	92	8.05	14.9	7	4.02	1	0
3327	SC	79	415	No	No	0	134.7	98	22.9	189.7	68	16.12	221.4	128	9.96	11.8	5	3.19	2	0
3328	AZ	192	415	No	Yes	36	156.2	77	26.55	215.5	126	18.32	279.1	83	12.56	9.9	6	2.67	2	0
3329	WV	68	415	No	No	0	231.1	57	39.29	153.4	55	13.04	191.3	123	8.61	9.6	4	2.59	3	0
3330	RI	28	510	No	No	0	180.8	109	30.74	288.8	58	24.55	191.9	91	8.64	14.1	6	3.81	2	0
3331	CT	184	510	Yes	No	0	213.8	105	36.35	159.6	84	13.57	139.2	137	6.26	5.0	10	1.35	2	0
3332	TN	74	415	No	Yes	25	234.4	113	39.85	265.9	82	22.6	241.4	77	10.86	13.7	4	3.7	0	0

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows